Data Plane for AI

Enable secure computation where data resides enforcing policy across infrastructure.

Architecture

Challenge
Solution
Result

Regional or cloud restraints

Query & Event Layer

AI models query data globally whilst data remains within its legal jurisdiction.

Privacy without enforcement

Policy Engine & Service Contracts

Third-party AI integrations comply with data access restrictions at runtime.

Integration complexity

Governed Service Architecture

Connections between systems are secure, observable, and fully auditable

Engineering Stack

Layer
Technologies & Patterns

Control & Governance

Policy Engines (custom rules), SPIFFE/SPIRE, Open Policy Agent

Data Integration & Flow

Apache Kafka, Federated Query Engines, GraphQL

Compute & Orchestration

Kubernetes, Dapr, .NET Core/Rust, LangChain

Observability

Prometheus/Grafana, OpenTelemetry

Review business cases